fsc/config.yaml

config: conf/tuning/train_asr_hubert_transformer_adam_specaug.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_raw_en_word
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: null
dist_rank: null
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: false
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 200
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - train
    - loss
    - min
-   - valid
    - loss
    - min
-   - train
    - acc
    - max
-   - valid
    - acc
    - max
keep_nbest_models: 5
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
use_tensorboard: true
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
pretrain_path: null
init_param: []
ignore_init_mismatch: false
freeze_param:
- frontend.upstream
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 1000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_word/train/speech_shape
- exp/asr_stats_raw_en_word/train/text_shape.word
valid_shape_file:
- exp/asr_stats_raw_en_word/valid/speech_shape
- exp/asr_stats_raw_en_word/valid/text_shape.word
batch_type: folded
valid_batch_type: null
fold_length:
- 80000
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
train_data_path_and_name_and_type:
-   - dump/raw/train/wav.scp
    - speech
    - sound
-   - dump/raw/train/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/valid/wav.scp
    - speech
    - sound
-   - dump/raw/valid/text
    - text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adam
optim_conf:
    lr: 0.0002
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 25000
token_list:
- <blank>
- <unk>
- the
- Turn
- in
- lights
- 'on'
- up
- down
- temperature
- heat
- 'off'
- Switch
- increase_volume_none
- kitchen
- language
- decrease_volume_none
- bedroom
- washroom
- volume
- my
- to
- bathroom
- Decrease
- increase_heat_washroom
- decrease_heat_washroom
- Increase
- music
- heating
- Bring
- increase_heat_none
- decrease_heat_none
- me
- change_language_none_none
- activate_lights_washroom
- Set
- Lights
- activate_lights_kitchen
- I
- activate_music_none
- too
- it
- increase_heat_bedroom
- decrease_heat_bedroom
- sound
- increase_heat_kitchen
- decrease_heat_kitchen
- deactivate_music_none
- lamp
- Make
- deactivate_lights_bedroom
- deactivate_lights_kitchen
- bring_newspaper_none
- newspaper
- activate_lights_bedroom
- bring_socks_none
- socks
- bring_shoes_none
- shoes
- need
- Volume
- activate_lights_none
- deactivate_lights_none
- bring_juice_none
- juice
- deactivate_lights_washroom
- change_language_Chinese_none
- deactivate_lamp_none
- activate_lamp_none
- Kitchen
- turn
- some
- Could
- you
- Bedroom
- Go
- get
- Washroom
- Chinese
- phone's
- change_language_English_none
- Get
- change_language_Korean_none
- OK
- now
- switch
- main
- change_language_German_none
- practice
- Louder
- Stop
- loud
- increase
- Play
- hear
- Change
- quiet
- Bathroom
- Fetch
- Korean
- English
- German
- Pause
- Lamp
- Resume
- louder
- Heat
- audio
- Its
- loud,
- heating?
- Far
- a
- different
- please?
- decrease
- Too
- settings
- Put
- Start
- Quieter
- please
- Thats
- softer
- max
- mute
- lower
- phone
- couldn't
- anything,
- Reduce
- this,
- More
- That's
- Lower
- levels
- Use
- hotter
- languages
- Allow
- can't
- that
- Less
- system
- cooler
- This
- video
- is
- low,
- device
- Chinese.
- quieter
- English.
- Language
- Open
- German.
- Korean.
- <sos/eos>
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: true
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
    extract_feats_in_collect_stats: false
use_preprocessor: true
token_type: word
bpemodel: null
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
frontend: s3prl
frontend_conf:
    frontend_conf:
        upstream: hubert_large_ll60k
    download_dir: ./hub
    multilayer_feature: true
    fs: 16k
specaug: specaug
specaug_conf:
    apply_time_warp: true
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 30
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_range:
    - 0
    - 40
    num_time_mask: 2
normalize: utterance_mvn
normalize_conf: {}
preencoder: linear
preencoder_conf:
    input_size: 1024
    output_size: 80
encoder: transformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    linear_units: 2048
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.0
    input_layer: conv2d
    normalize_before: true
postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
    attention_heads: 4
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.0
    src_attention_dropout_rate: 0.0
required:
- output_dir
- token_list
version: 0.10.3a2
distributed: false